Technology readiness explorer

Radar

Three separate ratings from 1 to 5, each with a written, dated rationale. We do not combine them into an overall score.

Columns: readiness. Rows: evidence quality.Momentum low high
Readiness 1
Readiness 2
Readiness 3
Readiness 4
Readiness 5
Evidence 5
            Evidence 4
              +12 more
              +13 more
              +3 more
              +13 more
              Evidence 3
              +26 more
              +25 more
              +26 more
              +3 more
              Evidence 2
              +6 more
              +6 more
                Evidence 1
                          TechnologyMaturityReadinessEvidenceMomentumAdoption barriersRated
                          2D semiconductor electronicsLab demonstration244Making large, uniform sheets of 2D semiconductor reliably; Contact resistance between metals and 2D channels; Lack of agreed benchmarks for comparing devices; Competition from mature silicon manufacturing2026-10-21
                          3D-printed buildingsPilot and early commercial434No finished national building standard for printed concrete walls yet; Weak interlayer bonds and limited long-term durability data; Unclear cost advantage once printers, materials and logistics are included; Trades and local authorities need to adapt to partly printed builds2026-10-21
                          4D printingResearch and prototypes234Slow recovery at low temperatures; Limited evidence on repeated use and long-term durability; Preclinical testing only for medical devices; Limited evidence on build size, throughput and cost2026-10-22
                          Accelerated transcranial magnetic stimulationCommercial433Individual targeting needs a brain scan and processing before treatment; Limited trial data on durability beyond about one month; Few large sham-controlled trials compare accelerated with standard protocols; Cost and clinic capacity, with no verified figures in the sources reviewed2026-10-21
                          Acoustic levitationLab demonstration243Small payload mass and limited working volume; Stability limits under acceleration and at the edges of the workspace; Size, cost and complexity of phased arrays and control electronics; Ultrasound exposure, noise and safety in shared spaces2026-10-21
                          Adaptive deep brain stimulationCommercial434Need for a suitable brain signal in each person, which may require specialist sensing and algorithm tuning; Clinic time for setup and programming, although the Electrode Identifier is claimed to shorten it; Surgical and hardware risks of implanted electrodes; Limited independent evidence beyond small or manufacturer-funded trials2026-10-21
                          AerogelsCommercial543Brittleness of pure silica aerogel; Production cost and drying equipment; Competition from cheaper conventional insulation2026-10-20
                          Agricultural spray dronesPilot and early commercial333Spray drift and uneven deposition compared with ground sprayers; Permit rules in the UK, with no commercial pesticide route at present; Limited independent field evidence on pesticide savings; Certification and operator training requirements that differ by country2026-10-21
                          AI coding agentsCommercial424Contested evidence on whether they speed up experienced developers; Benchmark validity concerns, including possible memorisation; Security risks and the review effort needed for agent-written code; Reliance on developers' willingness to work with AI tools2026-10-21
                          AI mathematical reasoning and theorem provingResearch and prototypes245Results so far are limited to olympiad-level problems; Formal proof requires translating problems into Lean, which takes skilled effort; Headline results are mostly announced by the companies that built the systems; Compute cost and run time for hard problems2026-10-21
                          AI protein structure predictionResearch and prototypes444Accuracy for flexible proteins, complexes and proteins with few known relatives is less well established; Accuracy claims from developers need independent checks; Experimental validation is still needed before use in high-stakes decisions2026-10-21
                          AI tutorsPilot and early commercial334Evidence that answer-giving tools can reduce independent performance; Mixed results across trials and few long-term studies; Fit with local languages and curricula; Teacher training and time to redesign lessons2026-10-22
                          AI weather forecastingPilot and early commercial435Limited independent testing of headline claims outside the developers' own evaluations; Weaker small-scale detail and physical consistency than physics-based models, according to critics; Forecast trust for rare and extreme events, which may be poorly represented in training data; Dependence on reanalysis datasets and the computing infrastructure needed to produce them; Operational integration and forecaster confidence while physics-based systems remain in use2026-10-21
                          AI-assisted chip designPilot and early commercial324Disputed evidence for the central performance claims of the Nature method; Vendor-reported results that cannot be compared directly and have not been independently verified; Reproducibility problems, including data and code availability and compute requirements2026-10-22
                          Analogue quantum simulationResearch and prototypes334Independent verification of results, which requires classical or other checks that are hard to scale; Noise and limited control as arrays grow; Each device realises only the models it was built for; Few groups have the equipment and specialist skills to run these experiments2026-10-21
                          Artificial muscles (soft actuators)Research and prototypes243High-voltage or pump-based power systems that are hard to miniaturise; Low overall energy efficiency for some actuator types; Uncertain long-term durability outside the lab; Safety engineering for use close to people2026-10-22
                          Artificial photosynthesisResearch and prototypes234Efficiency falls at larger area in the reported studies; Durability beyond laboratory tests has not been shown; Lead-containing absorbers raise containment and recycling questions; Competition from photovoltaic power coupled to electrolysers2026-10-21
                          Assembly-line mass productionCommercial532Lines need large, stable volumes of one product to pay back the cost of fixed stations and tooling; Changing a line for a new model is costly and slow; Gains in one industry do not transfer automatically to others with different product designs2026-10-22
                          Asteroid miningResearch and prototypes133No asteroid extraction, processing or delivery has been demonstrated; Transport, mission and spacecraft reuse costs; Unsettled domestic and international rules on space resources; Debris, safety and mission-interference planning2026-10-21
                          Asteroid sample return missionsPilot and early commercial543Mission cost and long development times; Small sample sizes that limit destructive analysis; Few sample return missions have flown so far2026-10-21
                          Atmospheric water generatorsPilot and early commercial333High energy use per litre in dry or cold air; Limited independent test data for named products; Cost per litre not publicly stated in the sources checked2026-10-22
                          Atmospheric water harvesting (MOF/sorbent based)Research and prototypes244Low water output per kilogram of sorbent and per device; Cost and large-scale manufacture of MOF sorbents; Heat and energy needed to release water; Performance varies with local climate2026-10-20
                          Autonomous laboratoriesResearch and prototypes244Custom equipment and software integration; Setup, calibration and maintenance effort; Limited transfer between chemistry and instrument configurations; Need for domain experts and trained technical staff; Data quality, reproducibility and validation; Costs and unequal access to specialised facilities2026-10-21
                          Autonomous road vehiclesPilot and early commercial434Limited independent crash data across operators and cities; Changing federal crash-reporting rules; Public trust and the need for clear performance benchmarks2026-10-21
                          Autonomous surgical robotsLab demonstration234No human clinical evidence in the sources reviewed; Regulatory pathway for higher levels of autonomy is unclear; Liability and responsibility when a robot makes a decision; Robustness to unexpected tissue movement and anatomy2026-10-21
                          Autonomous underwater vehiclesCommercial443Ship time and cost for deployment and recovery; Navigation and communication limits without GPS or surface contact; Battery life and the funding needed to replace floats; Sea ice that blocks access to Antarctic ice shelves2026-10-21
                          Base and prime gene editingResearch and prototypes345Delivery to target tissues; Off-target and bystander edits; Cost and time to make individual therapies; Limited long-term safety data2026-10-21
                          Battery-free wireless implant sensorsResearch and prototypes233No in vivo testing in living animals or patients yet; Signal strength falls with implant depth; Long-term durability of the magnesium sensing element is unproven; Regulatory evidence needed before any clinical use2026-10-21
                          BiocharCommercial433Yield gains are uneven and absent in many temperate settings; Long-term permanence depends on models built from a small number of studies; Feedstock sourcing and sustainability questions; Inconsistent public reporting of credit volumes and deliveries2026-10-21
                          Bionic limbs with nerve and bone connectionPilot and early commercial334Two-stage surgery and long-term infection risk at the skin-implant interface; Small trial sizes and limited long-term outcome data; Limited sensory feedback and battery life in current nerve-controlled prostheses; Cost and access to specialist surgical and rehabilitation services2026-10-21
                          Bioresorbable (transient) electronicsResearch and prototypes243No completed human clinical trials of fully implanted devices; Short and variable functional lifetimes; Regulatory evidence needed on degradation products; Dependence on external wireless power or control hardware2026-10-20
                          Brain organoidsLab demonstration244Variability between organoids and between cell lines; Lack of blood supply, which limits size; No demonstrated learning or computing function; Unresolved ethics of consciousness, consent and animal transplantation2026-10-21
                          Brain-computer interfacesPilot and early commercial334Surgical risk and long-term safety in larger groups; Small trial sizes and reliance on a few research sites; Regulatory approval and payment pathways; Device cost and the clinical support it needs2026-10-21
                          Breath diagnosticsResearch and prototypes223Few large, independent validation studies, and some results come from the device makers or companies with links to the devices; Low specificity in some studies, which would lead to many unnecessary follow-up tests; Lack of standard sampling methods and reproducible VOC markers across devices; Regulatory route and financial case for routine use are still unclear2026-10-21
                          Car electronics and engine controlCommercial534Cybersecurity risks from connected, updatable vehicle software; Cost and complexity of moving from many ECUs to central or zonal computers; No single agreed definition or standard for software-defined vehicles in the sources reviewed2026-10-22
                          Carbon-storing building materialsPilot and early commercial323Production of biochar to repeatable specifications; Building codes, standards and procurement rules built around established materials; Long-term durability and carbon retention evidence, including end of life2026-10-21
                          Catalytic convertersCommercial532Dependence on platinum-group metals; Dependence on lead-free petrol2026-10-22
                          Chiplets and advanced chip packagingCommercial434Advanced packaging capacity is constrained; Heat removal from stacked dies; Yield and test cost for known good dies; Power and area cost of die-to-die links2026-10-21
                          Closed-loop brain stimulation for epilepsyCommercial533Requires brain surgery and an implanted device, with infection and explantation risks; Approved only for a narrow group of adults with focal seizures; Benefit varies widely between people, and many people still have seizures; Adaptive deep brain stimulation for epilepsy lacks peer-reviewed efficacy results2026-10-21
                          Clutches, gearboxes and differentialsCommercial532Electric drivetrains need fewer gears, which reduces demand for conventional gearboxes.; Cost and complexity of multi-speed automatic transmissions.; Patent and production records from the early twentieth century are incomplete, so dates are hard to confirm.2026-10-22
                          Cochlear implantsCommercial543Wide variation in outcomes between users; Surgery and the rehabilitation needed to learn to hear through an implant; Limited evidence for totally implantable and optical designs in people2026-10-21
                          Commercial lunar landersPilot and early commercial334Landing failures and tip-overs in the four named attempts; Limited number of completed missions, with no long-term operating record; Payload capacity figures that are mostly projections; Dependence on government contracts for most demand2026-10-22
                          Commercial space stationsResearch and prototypes234Procurement not yet awarded, with proposals and awards planned for late 2026 and spring 2027; Repeated schedule slips, with Haven-1 moving from 2026 to no earlier than Q1 2027; No published funding figures for the second phase in the sources reviewed; Unresolved gap risk between ISS retirement and first commercial operations, as GAO noted2026-10-21
                          Computer-use AI agentsPilot and early commercial234Low success rates on benchmarks compared with humans; Prompt injection from untrusted web content; Errors in locating and acting on interface elements; Difficulty of checking results when no independent evaluation is available2026-10-21
                          Consumer brain-sensing wearablesPilot and early commercial324Thin independent validation outside healthy adults and single lab nights; Signal quality of dry electrodes over many nights of home use; Unclear or uneven rules on the collection, sharing and use of neural data; Subscription and hardware costs for consumers2026-10-21
                          Crops with boosted photosynthesisResearch and prototypes224Yield results in soybean are disputed and not yet independently replicated; Gains depend on conditions such as fluctuating light and nitrogen supply; Transgenic crops face lengthy regulatory and public acceptance processes2026-10-22
                          Cultivated meatResearch and prototypes223Culture medium and bioprocess cost; Scaffolding and structure for thick tissue; Regulatory approval product by product; Consumer acceptance, which varies widely by country2026-10-21
                          Delivery dronesPilot and early commercial424Approvals granted per operator and per area, with draft and trial stages still common; Crashes and software faults that lead to pauses; Local objections to hubs over noise and planning; Limited independent safety and noise data2026-10-21
                          Digital twins of the EarthPilot and early commercial324High computing cost per simulation; Limited published validation of km-scale outputs against observations; Dependence on access to public supercomputers; Unbenchmarked performance claims for AI emulators2026-10-21
                          Direct air capture of CO2Pilot and early commercial334Cost per tonne of CO2 removed; Energy demand for capture and regeneration; Access to secure storage and permitting; Stability of public funding and carbon policy2026-10-21
                          Direct-to-phone satellite messagingPilot and early commercial434Phone chipset and device support, especially for 3GPP Release 17 NTN; Spectrum access rules and interference limits for satellite use of mobile bands; Limited data capacity per satellite beam; Consumer pricing and plan structures2026-10-21
                          Distributed fibre-optic sensingPilot and early commercial443Cost of interrogation equipment and processing; Phase noise and polarisation fading in long fibres; Access to telecom dark fibre and agreements with cable owners2026-10-21
                          DNA data storageResearch and prototypes243Very high cost per byte written; Slow write and read speeds; Limited end-to-end automation; Lack of established standards and integration with existing storage systems2026-10-20
                          DNA nanotechnology and DNA origamiResearch and prototypes243Limited evidence from living animals or patients; Cost and scale of synthesising many short strands; Stability of DNA structures in biological fluids2026-10-21
                          Drought-tolerant cropsPilot and early commercial433Gap between managed-drought trial results and farm yields; Trade approvals needed before genetically modified crops can be sold; Seed system access and cost for smallholder farmers; Limited independent published data on the HB4 traits2026-10-22
                          Electric aircraftPilot and early commercial344Battery mass and pack-level energy density; Certification of novel electric propulsion and high-voltage systems; Airport charging capacity and grid connection; Route economics against conventional turboprops and jets; Maintenance of two propulsion architectures in hybrid aircraft2026-10-21
                          Electric space propulsionCommercial544Low thrust means long transit times; Large solar arrays are needed for electrical power; Xenon cost and supply are limited; Krypton gives lower thrust efficiency than xenon2026-10-22
                          Electric vertical take-off and landing aircraftPilot and early commercial324No confirmed type certificate in the sources reviewed; Battery energy density and power for vertical flight; Public acceptance and urban airspace integration, not covered by the sources reviewed2026-10-21
                          Electrochemical CO2 conversionResearch and prototypes233Electricity cost and carbon intensity; Long-term stability, water balance and salt management at large area; Access to low-cost purified CO2; Limited product markets and competition from existing production2026-10-21
                          Electrolysers for low-carbon hydrogenPilot and early commercial444High system and electrocatalyst costs; Unclear government support and policy certainty; Supply chain pressure and the need for low-carbon electricity2026-10-21
                          Electronic skinResearch and prototypes244Durability of soft circuits under repeated stretching and sweat; Power supply and wireless data transfer for soft devices; Low integration density compared with silicon; Regulatory and clinical evidence needed for medical and prosthetic use2026-10-20
                          Engineered living materialsResearch and prototypes233Tensile strength, tear strength and water resistance still need improvement, by the authors' own account; Scale-up from litre-scale cultures to consistent production of larger films; Feedstock choice, energy use and life-cycle impact are not yet established; Independently verified disposal routes and packaging-specific safety and barrier tests are not yet available2026-10-21
                          Engineered living therapeuticsResearch and prototypes223Proving benefit in patients with chronic disease; Containing and clearing live organisms; Genetic stability of engineered circuits; Manufacturing and regulation of live products2026-10-21
                          Enhanced geothermal systemsResearch and prototypes333Long-term reservoir performance not yet demonstrated; Drilling and well costs, and well failure or repair rates; Induced seismicity risk and permitting; Water supply, losses and fluid chemistry; Pumping energy and surface plant costs2026-10-21
                          Enhanced rock weatheringPilot and early commercial324Removal is hard to measure directly and is mostly calculated; Cost of mining, grinding and transporting rock per tonne of CO2; Uncertainty about trace metal and dust effects at scale; Few replicated, long field trials2026-10-21
                          Environmental DNA monitoringPilot and early commercial433Survey protocols are specific to each species and are still under regulatory review for great crested newts; Single positive and negative results carry measurable error rates; Abundance cannot yet be read reliably from eDNA concentration; Air sampling needs more labour and is less spatially precise than soil or water sampling2026-10-21
                          Event-based (neuromorphic) camerasCommercial444Most existing vision software and training data assume frame-based images; Limited standard tools and benchmarks for event data; Uncertain fit against cheaper, mature frame cameras for general use2026-10-21
                          Extreme ultraviolet (EUV) lithographyCommercial544Cost of High-NA scanners, reported at about 350 million euros each; A single supplier for EUV scanners; Source power and conversion efficiency of tin plasma; Smaller High-NA exposure field, which adds exposures per wafer2026-10-21
                          Flow batteriesPilot and early commercial434High upfront capital cost compared with lithium-ion for short-duration storage; Lower energy density than lithium-ion; Limited public data on long-term stack durability and full-system efficiency2026-10-21
                          Focused ultrasound for the brainResearch and prototypes334Inconsistent effects across stimulation settings and targets; Incomplete understanding of how the effects arise; No approved low-intensity indication in the sources reviewed; Equipment and targeting setup needed for each stimulation protocol2026-10-21
                          Fusion energyResearch and prototypes234No net electricity from a fusion plant is shown in the sources reviewed; The ITER schedule has moved, with deuterium-tritium operations now planned for 2039; Plant cost and engineering scale are not verified in the sources reviewed2026-10-21
                          Gene drive mosquitoesResearch and prototypes233No gene drive release into the wild has yet been tested in the field; Regulatory and community acceptance, as shown by the 2025 Burkina Faso suspension; Uncertainty about off-target ecological effects and drive resistance2026-10-21
                          Gene therapy for inherited deafnessPilot and early commercial434Eligibility restricted to biallelic OTOF variants; Small numbers of treated children and short follow-up; Surgical delivery into the cochlea and procedure-related risk; Unclear long-term cost and access beyond the free offer in the United States2026-10-21
                          Gene-edited cropsPilot and early commercial344Different regulatory rules between countries; Consumer acceptance and labelling; Cost and time of developing and field-testing new traits2026-10-21
                          Gene-edited livestockPilot and early commercial344Export-market approvals are needed before a US launch of the PRRS-resistant pig; Public acceptance of gene-edited meat is uncertain, and a 2022 UK survey expects societal opposition; Unplanned edits such as plasmid insertions need careful screening; Animal-specific rules in some markets are incomplete2026-10-21
                          Gene-edited pig organ xenotransplantationResearch and prototypes325Immune rejection and the drugs needed to control it; Limited number of living cases and peer-reviewed outcome data; Animal welfare, biosecurity and the cost of pig facilities; Regulatory approval for clinical trials and long-term follow-up2026-10-21
                          High-density neural probesResearch and prototypes344Human use so far is limited to acute recordings during surgery; Variable recording yield and probe fracture during insertion; Limited tissue safety data from people; Linking recorded neurons to cell type in humans is unresolved2026-10-21
                          Hollow-core optical fibrePilot and early commercial334Drawing long lengths of hollow-core fibre is harder than drawing solid fibre; Connectors, splicers and amplifiers must be built for the new fibre; Latency and deployment evidence comes mainly from the company deploying it; Production cost compared with mature solid-glass fibre, which the sources reviewed did not quantify2026-10-21
                          Humanoid robotsResearch and prototypes234Few tasks beyond walking and handling have been shown; Battery runtime, dexterity and safety around people are not verified in the sources reviewed; Unit cost and deployment scale are not verified in the sources reviewed2026-10-21
                          Hydrogen aircraftResearch and prototypes234Cryogenic tank volume, mass and shape in aircraft design; Certification basis for hydrogen fuel systems and fuel cells; Airport hydrogen supply, storage and refuelling; Low-carbon hydrogen supply and lifecycle emissions2026-10-21
                          Hyperspectral imagingPilot and early commercial434Large data volumes and the cost of processing them; Calibration effort across dates, times and sensors; Few validated field and clinical datasets; Medical acquisition devices are still large prototypes2026-10-21
                          In vivo gene editingResearch and prototypes334Long-term safety and durability are not yet established; Delivery is limited to liver-directed approaches in human studies; Patient-specific manufacturing and regulatory pathways are unresolved; Cost and access for one-time treatments2026-10-21
                          In-space manufacturingResearch and prototypes324Metal and non-polymer processes are still in development; Key results are mostly reported by the organisations running the experiments; Return-to-Earth logistics and cost; Limited independent data on cost and throughput2026-10-21
                          In-space servicing and assemblyResearch and prototypes344Satellites are rarely designed with standard service interfaces; Close-proximity operations carry collision and debris risk; Cost comparison with building and launching replacement hardware is not yet established2026-10-21
                          Industrial steelmakingCommercial543Cost premium of early hydrogen-based plants, estimated by the IEA at 50% to 140% above BF-BOF plants; Slow build-out of near-zero emissions capacity, about 10 Mt of iron by 2030 according to the IEA; Large existing fleet of blast furnace and basic oxygen plants, which make about 70% of global steel2026-10-22
                          Insect protein farmingPilot and early commercial432Capital-intensive plants that have struggled to reach profitability, as Ynsect's liquidation shows; Novel food approvals for human food and allergy labelling requirements; Feed rules that limit feedstocks and exclude ruminants; Price competition with established feed proteins (qualitative only; cost figures not verified)2026-10-21
                          Iron-air batteriesResearch and prototypes233No public round-trip efficiency figure for the tested modules; Only kilowatt-scale prototype modules have been tested, and no grid-connected multi-day plant has been shown to operate; Long-duration storage value depends on market design, which may not reward rare, long events2026-10-21
                          Jet suits and jetpacksPilot and early commercial223Short flight times and limited fuel capacity; High cost per suit and pilot training; Noise near people and in towns; No settled UK regulatory category found in the sources reviewed2026-10-21
                          Lab-grown red blood cellsResearch and prototypes223Low yield per stem cell and incomplete enucleation; Manufacturing cost per unit and high media cost; Scale-up in closed bioreactors with fully defined, clinical-grade reagents; Survival of lab-grown cells in people, which is not yet reported2026-10-21
                          Laser and robotic weedingPilot and early commercial434Machine cost: the trial authors estimate at least $500,000 per unit; Slow laser operation in dense weed stands; Savings depend on weed pressure and season, which makes returns hard to predict2026-10-21
                          Laser communication linksPilot and early commercial444Cloud and weather outages need several ground stations spread across sites; Very precise pointing and acquisition between moving platforms; Vendor interoperability, which depends on shared standards; Ground network cost, for which the sources reviewed give no verified figures2026-10-21
                          Laser-written glass data storageResearch and prototypes233Write and read speeds and density are not yet at the level needed for large archives; Lifetime claims rest on accelerated tests and extrapolation rather than long-term observation; Dedicated femtosecond laser writers and polarisation or phase readers are specialist equipment; No commercial product or release date has been announced2026-10-21
                          Lead-acid batteriesCommercial542Low energy density compared with lithium-ion cells; Lead content and the need for careful recycling; Limited cycle life under deep discharge2026-10-22
                          Legged robotsCommercial434Battery runtime of about 90 minutes for a commercial quadruped; Payload limit of about 14 kg for Spot; Most industrial results are vendor-reported, so buyers have limited independent evidence; Certification needed for hazardous areas; according to ANYbotics, an Ex-certified ANYmal C version is in co-development2026-10-22
                          Li-Fi (light-based wireless networking)Pilot and early commercial333Line of sight and wall blocking limit coverage to one room; Limited transmit power on small devices constrains the uplink; Installation cost and specialised hardware; The sources reviewed give no independent deployment or market figures2026-10-22
                          Lithium-ion batteriesCommercial543Fire risk from thermal runaway; Dependence on nickel-containing chemistries and their supply chains outside China; Immature recycling routes for spent cells2026-10-22
                          Low-boom supersonic aircraftResearch and prototypes234Sonic boom and airport noise rules that are still proposed or not yet written; Full-engine testing and certification of new supersonic engines; Fuel burn, cost per seat and small passenger capacity; Non-CO2 climate effects and the supply of sustainable fuel2026-10-21
                          Lunar resource extractionLab demonstration233No lunar extraction has been demonstrated on the Moon; Surface drilling and landing reliability, shown by the PRIME-1 outcome; Power, storage and processing equipment that must work together in lunar conditions; Uncertain ice concentration and distribution at candidate sites; Cost and schedule risk, shown by the VIPER cancellation2026-10-21
                          Magnetic levitationResearch and prototypes333Dependence on a prepared track or guideway; Cooling requirements for superconducting designs; Cost of infrastructure and maintenance; Limited independent verification of rider-carrying performance2026-10-21
                          Making oxygen and fuel on MarsResearch and prototypes233Scaling from a small instrument to a plant of roughly 200 times the oxygen output; Durability of catalysts and electrochemical cells over long, cycling operation; Power supply and heat management on the Martian surface; Reliable access to water ice and water purification at the landing site2026-10-22
                          Mechanical metamaterialsLab demonstration234Manufacturing at useful sizes and volumes; Fabrication accuracy for fine geometric features; Limited durability and long-term performance data; Design tools needed to predict behaviour reliably2026-10-21
                          Metal additive manufacturingCommercial444Gas porosity and lack-of-fusion flaws that must be controlled and inspected; Lack of agreed qualification and certification routes outside NASA standards; Limited printability of many alloys; Cost and speed comparisons with conventional manufacturing not verified in the sources reviewed2026-10-21
                          Metasurface optics and flat lensesResearch and prototypes244Lens size and aperture demonstrated so far are small; Efficiency and bandwidth trade-offs for achromatic designs; No verified production volumes or commercial performance figures in the sources reviewed2026-10-21
                          MicroLED displaysPilot and early commercial342Mass transfer yield and speed for millions of chips per screen; Efficiency loss in small pixels, especially from sidewall damage; Manufacturing cost compared with OLED and mini-LED backlit displays; Reported withdrawal or scaling back by some large makers and buyers (Apple, Samsung)2026-10-21
                          Multi-cancer early detection blood testsPilot and early commercial334No demonstrated reduction in cancer deaths; Low sensitivity for early-stage and some cancer types; Burden of follow-up tests after false-positive results; Uncertain regulatory decision and NHS rollout criteria2026-10-21
                          Mycelium compositesResearch and prototypes233Batch-to-batch variation in biological growth; Moisture sensitivity and limited durability data; No building-material fire classification for most formulations; Lack of standardised tests and verified life-cycle comparisons2026-10-21
                          Neuromorphic computing chipsResearch and prototypes343Immature software ecosystem compared with GPUs; Accuracy gap for spiking networks on many tasks; Lack of independent, workload-level benchmarks; Strong incumbent advantage of GPU and AI accelerator vendors2026-10-20
                          Neutral-atom quantum computersResearch and prototypes245No neutral-atom machine has yet run a large error-corrected calculation; Atom loss and reloading overhead at large scale; Competition from superconducting and trapped-ion platforms; Need for higher-power, stable trapping optics and control electronics2026-10-21
                          Nitrogen-fixing cerealsPilot and early commercial334Inconsistent yield and nitrogen-supply results across sites and seasons; Oxygen sensitivity and cluster assembly problems for engineered nitrogenase in plants; Uncertain benefit when fertiliser is cut, which gives farmers little reason to switch; Biosafety and regulatory oversight of gene-edited microbes and crops2026-10-21
                          Nuclear space propulsion and powerResearch and prototypes344Launch safety reviews and regulatory approval for reactors in space; Limited plutonium-238 supply for radioisotope generators; Cost and schedule risk in flight programmes, shown by the closure of DRACO; No flight data yet for reactor-based propulsion2026-10-21
                          Ocean alkalinity enhancementPilot and early commercial224Net removal cannot yet be measured directly in open water; Ocean models are not robustly validated for credit calculations; Ecological effects of large-scale additions are untested; The London Protocol framework is not yet binding for OAE2026-10-21
                          Ocean thermal energy conversionResearch and prototypes233Low net efficiency from the small temperature difference between surface and deep water; Long deep-water intake pipes, with fouling, corrosion and mechanical loads; Lack of long-duration offshore data and verified cost figures; Environmental baseline and monitoring requirements at intake and discharge sites; Competition from solar, wind, batteries and imported fuel2026-10-21
                          Optical atomic clocksResearch and prototypes344Optical clocks are laboratory-scale systems that need specialist operation; Reproducibility and uncertainty budgets for transported clocks are still being established; The choice of species and the redefinition itself depend on international agreement2026-10-21
                          Optical interconnects and co-packaged opticsResearch and prototypes335Thermal management of packages that combine switch silicon and optics; Reliable, scalable light sources, including VCSEL arrays and integrated lasers; Fibre coupling and standardisation across vendors; Uncertain system-level power savings beyond lab demonstrations2026-10-21
                          OptogeneticsResearch and prototypes234Safe delivery of light-sensitive genes into human cells, and unknown long-term effects of expressing them; Need for implanted or wearable light-delivery devices; Very few patients studied, with no randomised human efficacy data; Regulatory pathway for combined gene therapy and device products2026-10-21
                          Orbital data centresResearch and prototypes224Heat rejection needs large radiators, which compete with power and antenna systems for mass and geometry; Radiation damage to processors, memory and other components over multi-year missions; Launch and replacement costs per kilogram, and the cost of frequent hardware refresh; Limited high-bandwidth links between orbit and the ground; Lack of independently verified operating records2026-10-21
                          Organ and tissue cryopreservationResearch and prototypes233Toxicity of high cryoprotectant concentrations; Devitrification and cracking in organs larger than the rat kidney; Even nanoparticle distribution through whole organs; Regulatory route as a combined drug and device; Limited independent replication2026-10-21
                          Organ-on-a-chipPilot and early commercial344Formal regulatory qualification still in progress; Drug absorption into PDMS and other material effects; Donor-to-donor and lab-to-lab variability; Lower throughput and higher cost per data point than plate assays2026-10-20
                          Passive daytime radiative coolingResearch and prototypes344Long-term outdoor durability and soiling; Reduced performance in humid and cloudy climates; Lack of standard test protocols2026-10-20
                          Perennial grainsPilot and early commercial334Yield decline as stands age, which limits the crop's useful life in a field; Lower and less certain yields than established annual grains; Limited seed supply and breeding that is still at an early stage; No proven soil carbon benefit, which weakens the case for paying farmers to grow them; Need for new processing and buyer relationships for new grain types2026-10-21
                          Peripheral nerve interfacesResearch and prototypes234Tissue injury, axonal degeneration and scar formation around penetrating electrodes (Tian and colleagues, 2024); Small human studies with short follow-up, so long-term safety and benefit are not yet shown; Sensations that are hard to control precisely (Page and colleagues, 2021); No approved nerve interface device in the sources reviewed2026-10-22
                          Perovskite-silicon tandem solar cellsPilot and early commercial345Unproven 25-year outdoor durability; Scale-up of deposition and manufacturing throughput; Gap between laboratory cell and commercial module efficiencies; Bankability and certification for large projects2026-10-20
                          Petroleum refiningCommercial542Large capital cost and long life of existing refinery plants; Emissions rules and the cost of compliance; Changing demand for fuels in some markets2026-10-22
                          Photonic computing for AIResearch and prototypes234Analog precision and noise; Conversion between optical and electronic signals; Limited software tools and standard benchmarks; Manufacturing tolerance of photonic chips2026-10-21
                          Photonic integrated circuitsPilot and early commercial434Packaging, fibre-to-chip coupling and assembly cost; Limited foundry capacity and design tools for small users; Unverified field reliability of co-packaged optics; Small overall market compared with electronics, which limits investment in new foundry processes2026-10-21
                          Photonic quantum computersResearch and prototypes234Photon loss in chips, fibre and detectors, which is the main barrier to fault tolerance; Limited qubit counts in demonstrated machines; Cost and scale of the cooling, detector and control hardware; Reliance on company-reported figures that are not yet independently replicated2026-10-21
                          Planetary defenceResearch and prototypes344A single kinetic impact test on one small binary moon does not show the method works on every target; Survey coverage of large near-Earth objects is incomplete; No operational deflection mission or funded response system is in place yet; Decisions to deflect an object would need international coordination2026-10-22
                          Plant microbial fuel cellsResearch and prototypes223Limited and variable power output; Soil variability between sites and seasons; Need for energy storage and power management; Little independent long-term field data2026-10-21
                          Post-quantum cryptographyCommercial444Migration effort across large and specialised systems; Rarely used technologies that are hard to upgrade by 2035; Young algorithms that need continued scrutiny; Signature migration timetable not yet set out in the sources reviewed2026-10-21
                          Precision fermentationPilot and early commercial334Cost and scale-up of fermentation for food-grade proteins; Regulatory clearance that differs by country; Consumer perception of 'synthetic' or 'lab-made' proteins; Limited independent evidence on commercial performance2026-10-21
                          Precision livestock farmingCommercial434Validation on farms other than the test site, which is limited for welfare and health tools; Unresolved safety questions for Bovaer after the 2026 Danish reports; Unsettled ownership and sharing terms for farm data; Cost of sensors and software for smaller farms2026-10-21
                          Precision machine tools and interchangeable partsCommercial543Cost of precision machines and skilled operators; Measurement standards and gauges needed to check parts; Resistance from craft workshops used to hand fitting2026-10-22
                          Protein made from air and electricityPilot and early commercial334Electricity cost and carbon intensity, which dominate the economics and climate results; Scale-up from design capacity to measured, sustained output; Regulatory review and consumer acceptance in each market; Capital cost of gas fermentation and electrolysis plants2026-10-22
                          Quantum annealingPilot and early commercial323No clear, reproduced speed-up on practical optimisation problems; Classical heuristics and tensor-network methods keep improving; Gains are hard to separate from the classical steps in hybrid solvers2026-10-21
                          Quantum error correctionLab demonstration245Very large numbers of physical qubits for each logical qubit; Real-time decoding at larger scale; Fabrication yield and control electronics for large chips2026-10-21
                          Quantum gravimetryResearch and prototypes333Survey time per site, because vibration must be averaged out; Accuracy and repeatability for repeated groundwater monitoring, which the sources reviewed do not establish; Size, power and operational complexity of cold-atom instruments; Cost compared with conventional gravimeters and geophysical methods; No blinded comparison on known underground targets in the sources reviewed2026-10-21
                          Quantum key distributionPilot and early commercial343Low secure key rates over long distances; Specialised hardware and certification effort; Authentication still needs separate quantum-safe mechanisms; UK government guidance does not endorse use for government or military applications2026-10-21
                          Quantum memoriesLab demonstration244No single memory yet combines long storage time with high efficiency and fidelity; Some demonstrations need cryogenic temperatures; Scaling to many memories that work together in a network is not yet shown2026-10-22
                          Quantum random number generatorsCommercial433Unclear security gain over well-engineered classical entropy sources; Few published throughput or entropy figures for consumer chips; Need for whole-system audits and protection against side-channel attacks; Device-independent certification is slow and relies on strict assumptions2026-10-21
                          Quantum repeaters and quantum networksResearch and prototypes244Low entanglement rates and fidelities over fibre; No repeater chain shown over long distances in the sources reviewed; Quantum memories with long storage times and high fidelity are still at laboratory scale; Fibre losses and environmental effects on deployed fibre2026-10-21
                          Quantum sensorsPilot and early commercial344Size, power and cost of laboratory-grade systems; Operation outside controlled environments; Shortage of specialised components and skilled staff; Limited independent performance data from field trials2026-10-21
                          Recirculating aquaculture systemsCommercial432High energy demand and running costs; High capital cost compared with net pens; Single points of failure in filtration, oxygen and pumping; Limited commercial-scale evidence on fish welfare2026-10-22
                          Retinal prostheses and vision restorationPilot and early commercial433Modest visual gains compared with what people hope for; Surgical risk and complications such as conjunctival erosion; Discontinued commercial support for an earlier system; Limited evidence from small trials and no large comparative study in the sources reviewed2026-10-21
                          Reusable launch vehiclesPilot and early commercial433Refurbishment and turnaround costs; Durability of engines and structures under repeated flights; Fixed operations costs that only fall with a high flight rate2026-10-21
                          Robotic fruit and vegetable harvestingPilot and early commercial334Picking speed and cycle time in published trials are not yet clearly at human level; Occlusion and variable crop structure reduce success rates; Capital cost and the number of machines needed per farm; Independent evidence of commercial performance is limited; Crop layouts and varieties often need adapting for each robot2026-10-21
                          Rolling bearingsCommercial532Precision grinding and hardened steel are expensive to make reliably; Lubrication, sealing and wear limit life in demanding conditions; Sources differ on some early details, which makes the record harder to verify2026-10-22
                          Satellite broadband constellationsCommercial534Cost of user terminals and monthly subscriptions; Sky brightness and astronomy interference; Orbital debris and collision risk in low Earth orbit; Capacity limits in crowded areas; Regulatory delays and milestone changes2026-10-22
                          Satellite methane detectionPilot and early commercial334Detection limits depend on wind, surface and instrument design, so a single number does not describe performance; Mapping a plume to a specific facility needs finer resolution or inventory data; Verified evidence that alerts lead to repairs is limited; Single-mission risk, shown by the loss of MethaneSAT in 20252026-10-21
                          Satellite navigation (GNSS)Commercial543Jamming and spoofing of civil signals; Receivers must implement new authentication before they can use it; Existing devices need upgrading to benefit from new services2026-10-22
                          Seawater electrolysisLab demonstration234Chloride corrosion and chlorine by-products; Mineral fouling from magnesium and calcium; Lack of full-system durability and cost data; Competition from purified-water electrolysis with existing supply chains2026-10-21
                          Seaweed farming at scalePilot and early commercial323Disputed net carbon balance of seaweed ecosystems; Costly measurement, reporting and verification of carbon storage; Limited evidence on methane reduction across diverse diets and farm conditions; Crop losses from storms, disease and warm water2026-10-21
                          Self-healing polymersResearch and prototypes243Trade-off between healing ability and mechanical strength; Need for heat, pressure or time to heal in many systems; Limited data on long-term durability and fatigue in real service; Added material cost and processing complexity2026-10-20
                          Self-monitoring infrastructurePilot and early commercial433Long-term sensor reliability, power supply and calibration; Turning anomalies into reliable decisions without false alarms; Lifecycle cost of installation, communications, data systems and staff time; Data ownership, cyber security and dependence on vendors; Limited independent evidence beyond short field evaluations2026-10-21
                          Silicon spin qubitsResearch and prototypes244Only two-qubit devices and small arrays have been demonstrated in peer-reviewed work; Residual nuclear spins limit fidelity and push up the need for isotopically enriched silicon; Error-corrected logical qubits from silicon spins have not been reported in the sources reviewed2026-10-21
                          Sleep neurostimulationPilot and early commercial223Inconsistent memory results across replications; Small sample sizes in published studies; Few independent tests of consumer devices; Electrical stimulation adds EEG noise and may limit measurement quality2026-10-22
                          Small modular nuclear reactorsPilot and early commercial434Cost per unit of power has no verified figures in the sources reviewed here; Each site needs its own licence; Limited operating experience for the new designs2026-10-21
                          Smart contact lensesPilot and early commercial332Comfort, irritation and safety for daily wear; Reliable, absolute readings that clinicians can trust; Regulatory approval for each new use; Funding after two major lens programmes stopped2026-10-21
                          Smart textilesResearch and prototypes334Lack of standard washing and durability tests, so performance claims cannot be compared; Conductive coatings such as silver degrade under washing, heat and drying; Manufacturing scale-up and cost for fibre-based electronics; Comfort, appearance and care requirements for everyday clothing2026-10-21
                          Sodium-ion batteriesPilot and early commercial434Energy density below leading lithium-ion chemistries; Uncertain cost advantage while lithium prices are low; Limited independent data on long-term performance of commercial cells; Immature hard carbon and cathode supply chains2026-10-20
                          Soft exosuitsPilot and early commercial434Limited evidence on long-term clinical benefit; High cost of the commercial system at clearance; Dependence of benefit on the wearer's walking ability; Clinic-based use so far, with no home-use evidence in the sources reviewed2026-10-21
                          Soft robotic grippersResearch and prototypes334Limited control precision and speed compared with rigid grippers; Durability and wear of soft materials under repeated use; Need for compressed air or other actuation hardware2026-10-21
                          Solar sailsResearch and prototypes342Very low thrust, so orbit changes build slowly; Reliable deployment of large membranes and booms; Changes to sail shape under light pressure; Drag and material degradation in low Earth orbit2026-10-22
                          Solid-state batteriesResearch and prototypes234Materials and processing challenges in composite cathodes and lithium-metal anodes; Dendrite growth at lithium-metal anodes; Processing and mechanical robustness of cells at scale2026-10-21
                          Solid-state lidarPilot and early commercial433Range under eye-safety limits on emitted power; Verified long-range performance for chip-scale designs; Cost and manufacturing yield; Supplier financial risk, shown by the Luminar bankruptcy2026-10-21
                          Space biomanufacturingLab demonstration223No demonstration yet with real Martian materials; Energy, reactor and processing mass not yet shown to be practical; Planetary protection rules and mission approval; Product qualification for structural use2026-10-21
                          Space debris removalPilot and early commercial334Cost per removal and total mission budgets; Liability and consent rules for removing another state's object; Slipping launch schedules; No reported capture and removal of a derelict object yet2026-10-21
                          Space weather forecastingCommercial443Arrival-time errors of many hours for coronal mass ejections (Riley and colleagues, 2018); Limited warning for flares, which arrive in minutes; Cost and funding for dedicated monitoring spacecraft such as SOLAR-1 and Vigil2026-10-22
                          Space-based solar powerResearch and prototypes233Launch cost and the number of launches needed for a multi-gigawatt system; End-to-end efficiency and beam safety not yet demonstrated at useful power and scale; Falling costs of terrestrial solar, wind and batteries; Debris, spectrum and airspace rules for large structures and beams2026-10-21
                          Spinal cord stimulation for paralysisPilot and early commercial434Small evidence base for epidural systems; Single-arm trial design with no sham control for the non-invasive system; Cost, clinical training and access to specialist rehabilitation centres; Limited data on long-term benefit and on injuries beyond the cleared population2026-10-21
                          Sprayable RNA biopesticidesPilot and early commercial424Production cost per gram of dsRNA at commercial scale; Short persistence of sprayed RNA on leaves and in weather; Evolution of pest resistance to a single target gene; Limited independent field and non-target data; Regulatory registration confined to a three-year term for each use2026-10-21
                          Springs and vehicle suspensionCommercial533Trade-off between road holding and ride comfort; Cost and complexity of advanced systems; Weight and space needed around each wheel2026-10-22
                          Stratospheric aerosol injectionTheory133No agreed international governance for outdoor experiments or deployment; Uncertain and uneven regional effects, including on ozone; Disputed size of the termination shock risk; Opposition from communities and Indigenous groups to outdoor tests2026-10-21
                          Structural batteriesLab demonstration233No demonstrated complete product with a load-bearing battery structure; Net mass saving at product level is not established; Safety, damage tolerance, repair and recycling of integrated components; High power delivery with current semi-solid electrolytes2026-10-21
                          Superconducting power cablesPilot and early commercial333Refrigeration, pumping and terminations add energy use, cost and failure points; Few long-term operating datasets are publicly available; Conventional cables, substations and HVDC links are established and cheaper where space allows2026-10-21
                          Superconducting quantum computersResearch and prototypes344Error rates are still too high for long algorithms; Wiring and cooling grow with the number of qubits; Reported performance figures use different conditions and are hard to compare2026-10-21
                          Swarm roboticsResearch and prototypes434Individual robots are unreliable, and error rates rise with group size; Safety and regulatory approval for flying or mobile swarms near people; Limited public field evidence beyond small groups; Secrecy and unverified figures in military programmes2026-10-21
                          The electric motorCommercial544Rare earth magnet supply and price swings; Lower torque density in some magnet-free and ferrite designs; Cost and efficiency targets for mass-market vehicles2026-10-22
                          The internal combustion engineCommercial542Emissions limits on combustion; Competition from electric motors and batteries; Dependence on fuel supply and fuel prices2026-10-22
                          The motor carCommercial543Early electric cars needed charging, and few Americans outside cities had electricity at that time; Gasoline cars gained advantages from better roads, cheap crude oil and spreading filling stations; Electric cars have had limited range; the DOE article gives a typical range of about 40 miles in the 1970s2026-10-22
                          The steam engineCommercial542Weight of the boiler, fuel and water in a vehicle; Low thermal efficiency in early designs (Carr and Cowart, 2012); Road rules such as the Locomotives Act 18652026-10-22
                          The wheel and axleCommercial532Wooden wheels rarely survive in the ground; Pictures on pottery are open to interpretation; Sledges stayed in use alongside wheels2026-10-22
                          Thermal energy storagePilot and early commercial434Round-trip efficiency for electricity is lower than for heat-only storage, and power blocks add cost; Few operating projects with independently verified, multi-year performance data; Insulation and heat losses over long storage periods; Capital cost and the need for site-specific integration with existing heat users2026-10-21
                          Thermoelectric generatorsPilot and early commercial333Low conversion efficiency relative to the Carnot limit; Small usable temperature differences on the body and in ambient conditions; Difficulty comparing reported power figures across differently tested devices2026-10-21
                          Thin-film flexible robotsResearch and prototypes233Tethered operation with high-voltage supplies and external control; Adhesion sensitive to surface condition, dust and curvature; Durability and safety of high-voltage electrostatic systems; Machining repeatability for industrial use not yet shown2026-10-21
                          Thin-film lithium niobate photonicsPilot and early commercial334Volume wafer supply and a commercial foundry able to produce at scale; Bias drift and photorefractive effects at higher optical power; Limited independent performance data for commercial products; Packaging and fibre-to-chip coupling costs, shared with other photonic platforms2026-10-22
                          Topological qubitsLab demonstration123Scientific dispute over whether topological modes have been demonstrated; Retracted earlier Majorana claim that reduces trust in the field; No published gate fidelities or multi-qubit operations in the sources reviewed; Long, uncertain path from single-shot readout to fault-tolerant machines2026-10-22
                          Transparent woodResearch and prototypes234High haze at application thicknesses; Unproven long-term outdoor durability under UV, humidity and heat; Scale-up without loss of optical quality; Chemical processing that can involve toxic by-products; Competition from glass and established panel products2026-10-21
                          Trapped-ion quantum computersPilot and early commercial334Gate and clock speed limit how many operations fit into a run; Accuracy has not yet been shown at much larger qubit counts; Most headline figures are company-reported and await independent reproduction; Competition from other quantum hardware platforms2026-10-21
                          Two-photon lithography and nanoscale 3D printingResearch and prototypes343Shortage of two-photon polymerisable resins; Scaling beyond micrometre-scale demonstrations has not been shown in the sources reviewed; Verified throughput and cost data for commercial use are not in the sources reviewed2026-10-21
                          Vagus nerve stimulationCommercial433Surgery and implant risks for implanted systems; Modest and sometimes unclear effect sizes in controlled trials outside epilepsy; Reimbursement and clinical pathways for new indications2026-10-21
                          Vehicle brakesCommercial542Cost of electronic sensors and control units in lower-priced cars; Early drum and disc designs depended on materials and wear adjustment that were not yet understood; Need for systems that keep working reliably over a vehicle's life2026-10-22
                          Vehicle safety systemsCommercial543Regulation differs between countries and changes slowly; Cost and weight of added equipment in lower-priced cars2026-10-22
                          Vehicle steeringCommercial543Safety assurance for systems without a mechanical backup; Cost of electric and electronic steering components; Driver acceptance of steering feel and feedback2026-10-22
                          Vehicle-to-gridPilot and early commercial323Uncertain battery wear from discharging, with mixed lab and simulation evidence; Limited number of qualifying vehicles and bidirectional chargers; Low owner payments relative to charger and metering costs; Need for smart metering and standards-compliant communication between car, charger and operator2026-10-21
                          Vertical farming and controlled-environment agricultureCommercial433High electricity use for lighting and climate control; Upfront capital costs and the need for trained staff; Limited real-world data and inconsistent reporting standards; Competition from low-cost field and greenhouse production2026-10-21
                          Vulcanised rubber and pneumatic tyresCommercial542Tyres had to stay on the rim, and early designs needed fixes such as the clincher bead and the detachable tyre; Competing patents and disputes over priority2026-10-22
                          Warehouse picking robotsPilot and early commercial324Limited published error rates and accuracy figures from deployments; Difficult items such as soft, porous or irregular products; Need for human handover when a pick fails; Cost and integration effort in existing warehouses2026-10-21
                          Wearable ultrasound patchesResearch and prototypes233Prototypes are still tethered to computers or benchtop instruments; Small human studies so far, with no large or patient-based trials reported in the sources reviewed; Regulatory route and clinical validation not established for the commercial cardiac patch; Long-term skin comfort, safety and reliability of the adhesive and coupling layers are not yet shown2026-10-21
                          Wireless charging roadsPilot and early commercial223Cost of road construction, grid connection and vehicle receivers; Lack of independently measured end-to-end efficiency; Durability under weather, traffic and road repair; Lack of a shared standard for vehicles and road equipment across suppliers2026-10-21

                          Readiness: how close to real-world use. Evidence quality: how strong and independent the published evidence is. Momentum: how active the field has been recently. Impact is recorded as a hypothesis on each profile, not a rating.